{"id":"https://openalex.org/W44830512","doi":null,"title":"Statistical Modeling and Analysis: of Breast Cancer and Pancreatic Cancer","display_name":"Statistical Modeling and Analysis: of Breast Cancer and Pancreatic Cancer","publication_year":2017,"publication_date":"2017-09-28","ids":{"openalex":"https://openalex.org/W44830512","mag":"44830512"},"language":"en","primary_location":{"id":"pmh:oai:digitalcommons.usf.edu:etd-5546","doi":null,"is_oa":true,"landing_page_url":"https://digitalcommons.usf.edu/etd/4350","pdf_url":"https://digitalcommons.usf.edu/cgi/viewcontent.cgi?article=5546&context=etd","source":{"id":"https://openalex.org/S4377196272","display_name":"Digital Commons - University of South Florida (University of South Florida)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2613432","host_organization_name":"University of South Florida","host_organization_lineage":["https://openalex.org/I2613432"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"USF Tampa Graduate Theses and Dissertations","raw_type":"dissertation"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://digitalcommons.usf.edu/cgi/viewcontent.cgi?article=5546&context=etd","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060302672","display_name":"Zahra Kottabi","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Zahra Kottabi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5060302672"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13500","display_name":"Probability and Statistical Research","score":0.24369999766349792,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13500","display_name":"Probability and Statistical Research","score":0.24369999766349792,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11829","display_name":"Mathematical Biology Tumor Growth","score":0.19539999961853027,"subfield":{"id":"https://openalex.org/subfields/2611","display_name":"Modeling and Simulation"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10556","display_name":"Global Cancer Incidence and Screening","score":0.15729999542236328,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/breast-cancer","display_name":"breast cancer","score":0.949999988079071},{"id":"https://openalex.org/keywords/pancreatic-cancer","display_name":"pancreatic cancer","score":0.996999979019165},{"id":"https://openalex.org/keywords/optimism","display_name":"optimism","score":0.9039999842643738},{"id":"https://openalex.org/keywords/treatment-delay","display_name":"treatment delay","score":0.6629999876022339},{"id":"https://openalex.org/keywords/age","display_name":"age","score":0.9100000262260437},{"id":"https://openalex.org/keywords/race","display_name":"race","score":0.6299999952316284},{"id":"https://openalex.org/keywords/tumor-growth","display_name":"tumor growth","score":0.6669999957084656},{"id":"https://openalex.org/keywords/differential-equations","display_name":"differential equations","score":0.9369999766349792},{"id":"https://openalex.org/keywords/survival-analysis","display_name":"survival analysis","score":0.8560000061988831},{"id":"https://openalex.org/keywords/parametric-survival-models","display_name":"parametric survival models","score":0.8989999890327454},{"id":"https://openalex.org/keywords/kaplan-meier-estimator","display_name":"Kaplan-Meier estimator","score":0.8389999866485596},{"id":"https://openalex.org/keywords/cox-proportional-hazards-model","display_name":"Cox proportional hazards model","score":0.9580000042915344},{"id":"https://openalex.org/keywords/kernel-density-estimation","display_name":"kernel density estimation","score":0.8880000114440918},{"id":"https://openalex.org/keywords/nonlinear-relationship","display_name":"nonlinear relationship","score":0.4659999907016754}],"concepts":[{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.6855201125144958},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.5672627687454224},{"id":"https://openalex.org/C2780210213","wikidata":"https://www.wikidata.org/wiki/Q212961","display_name":"Pancreatic cancer","level":3,"score":0.5535318851470947},{"id":"https://openalex.org/C143998085","wikidata":"https://www.wikidata.org/wiki/Q162555","display_name":"Oncology","level":1,"score":0.49274709820747375},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.45685580372810364},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.43686652183532715}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:digitalcommons.usf.edu:etd-5546","doi":null,"is_oa":true,"landing_page_url":"https://digitalcommons.usf.edu/etd/4350","pdf_url":"https://digitalcommons.usf.edu/cgi/viewcontent.cgi?article=5546&context=etd","source":{"id":"https://openalex.org/S4377196272","display_name":"Digital Commons - University of South Florida (University of South Florida)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2613432","host_organization_name":"University of South Florida","host_organization_lineage":["https://openalex.org/I2613432"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"USF Tampa Graduate Theses and Dissertations","raw_type":"dissertation"},{"id":"pmh:oai:scholarcommons.usf.edu:etd-5546","doi":null,"is_oa":true,"landing_page_url":"https://scholarcommons.usf.edu/etd/4350","pdf_url":"https://scholarcommons.usf.edu/cgi/viewcontent.cgi?article=5546&context=etd","source":{"id":"https://openalex.org/S4377196272","display_name":"Digital Commons - University of South Florida (University of South Florida)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2613432","host_organization_name":"University of South Florida","host_organization_lineage":["https://openalex.org/I2613432"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Graduate Theses and Dissertations","raw_type":"text"},{"id":"mag:44830512","doi":null,"is_oa":false,"landing_page_url":"https://digitalcommons.usf.edu/cgi/viewcontent.cgi?article=5546&context=etd","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:digitalcommons.usf.edu:etd-5546","doi":null,"is_oa":true,"landing_page_url":"https://digitalcommons.usf.edu/etd/4350","pdf_url":"https://digitalcommons.usf.edu/cgi/viewcontent.cgi?article=5546&context=etd","source":{"id":"https://openalex.org/S4377196272","display_name":"Digital Commons - University of South Florida (University of South Florida)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2613432","host_organization_name":"University of South Florida","host_organization_lineage":["https://openalex.org/I2613432"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"USF Tampa Graduate Theses and Dissertations","raw_type":"dissertation"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.8371999859809875}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W44830512.pdf","grobid_xml":"https://content.openalex.org/works/W44830512.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W1585124497","https://openalex.org/W1973429805","https://openalex.org/W1977358609","https://openalex.org/W1983394363","https://openalex.org/W1996229007","https://openalex.org/W2026675740","https://openalex.org/W2031330193","https://openalex.org/W2032016679","https://openalex.org/W2041282815","https://openalex.org/W2050608886","https://openalex.org/W2069353545","https://openalex.org/W2083089564","https://openalex.org/W2094459224","https://openalex.org/W2113229672","https://openalex.org/W2113952909","https://openalex.org/W2115668967","https://openalex.org/W2126552603","https://openalex.org/W2133570879","https://openalex.org/W2136883754","https://openalex.org/W2138772998","https://openalex.org/W2142979225","https://openalex.org/W2149625198","https://openalex.org/W2151385137","https://openalex.org/W2991377783","https://openalex.org/W3134530972"],"related_works":["https://openalex.org/W3048220281","https://openalex.org/W3212882140","https://openalex.org/W7018121475","https://openalex.org/W4411930139","https://openalex.org/W2899569543","https://openalex.org/W7131240526","https://openalex.org/W2007334983","https://openalex.org/W2801734959","https://openalex.org/W7208767493","https://openalex.org/W2322577448"],"abstract_inverted_index":{"Abstract":[0],"The":[1,103,176],"object":[2,128],"of":[3,16,18,24,34,67,76,85,93,95,101,105,112,129,144,151,165,171,179,182],"the":[4,14,41,65,68,82,91,106,110,120,127,130,149,152,160,180,187,196,204,218,221,226,241,248,253],"present":[5,131],"study":[6,132],"is":[7,133],"to":[8,39,52,58,134,140,147,193],"apply":[9],"statistical":[10,188],"modeling":[11],"and":[12,29,48,55,123,126,155,168,200,212,225],"estimate":[13],"mean":[15,83],"optimism":[17],"breast":[19,35],"cancer":[20,36,70,114,198,237,264],"patients":[21,146],"as":[22,73,98],"function":[23,75,100,208],"attribute":[25],"variables;":[26],"delay,":[27],"education":[28],"age":[30,47],"for":[31,209,261],"each":[32,53,210],"race":[33,54,211],"patients.":[37],"Moreover,":[38,214],"investigate":[40],"nonlinear":[42],"association":[43],"between":[44],"optimism,":[45],"education,":[46],"delay":[49],"with":[50],"respect":[51],"both.":[56,213],"Furthermore,":[57],"develop":[59],"differential":[60,80,107,121,153],"equations":[61,108,122],"that":[62],"will":[63,89,190,216],"characterize":[64,109],"behavior":[66],"pancreatic":[69,113,236],"tumor":[71,96],"size":[72,97],"a":[74,99,163],"time.":[77],"Having":[78],"such":[79],"equations,":[81],"solution":[84],"which":[86],"once":[87],"plotted":[88],"identify":[90],"rate":[92],"change":[94],"age.":[102],"structures":[104],"growth":[111],"tumor.":[115],"Once":[116],"we":[117,215],"have":[118],"developed":[119],"their":[124],"solutions,":[125],"probabilistically":[135],"evaluate":[136,217],"commonly":[137,255],"used":[138,256],"methods":[139],"perform":[141],"survival":[142,173,183,206,243],"analysis":[143,170,244],"medical":[145],"validate":[148],"quality":[150],"system":[154],"discuss":[156],"its":[157],"usefulness.":[158],"In":[159],"last":[161],"study,":[162],"comparison":[164],"parametric,":[166],"semi-parametric":[167],"nonparametric":[169,257],"probability":[172],"time":[174,184,207],"models.":[175],"first":[177],"part":[178],"evaluation":[181],"by":[185,233,252],"applying":[186],"tests":[189],"guide":[191],"us":[192],"how":[194],"precede":[195],"actual":[197,235,263],"data":[199],"second":[201],"part,":[202],"identifying":[203],"parametric":[205,242],"Kernel":[219,258],"density,":[220],"popular":[222],"Kaplan-Meier":[223],"(KM)":[224],"Cox":[227],"Proportional":[228],"Hazard":[229],"(Cox":[230],"PH)":[231],"models":[232],"using":[234],"data.":[238,265],"As":[239],"expected,":[240],"when":[245],"applicable":[246],"gives":[247],"best":[249],"results":[250],"followed":[251],"not":[254],"density":[259],"approach":[260],"evaluations":[262]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2016-06-24T00:00:00"}